Convert natural language question to SQL query using AI
AI agents invoke natural_language_to_sql to trigger actions in DataPilot MCP Server. What it does depends on the arguments the agent supplies, and its effects often reach beyond the immediate call — builds kicked off, notifications sent, workflows started.
This tool converts natural language to SQL in an environment with execute_sql capabilities. While it may only generate SQL without executing it, the ambiguity of 'convert' in a server explicitly designed for 'natural language interaction with Snowflake databases' suggests execution is part of the pipeline. Generated SQL could include DDL/DML statements.
From the tool's definition 'Convert natural language question to SQL query using AI' — the tool generates and likely executes SQL from natural language input, operating in a Snowflake context that supports 'core database operations' including execute_sql sibling tool
Attacks that exploit this kind of access
Convert natural language question to SQL query using AI. It is categorised as a Execute tool in the DataPilot MCP Server MCP Server, which means it can trigger actions or run processes. Use rate limits and argument validation.
Register the DataPilot MCP Server MCP server in PolicyLayer and add a rule for natural_language_to_sql: allow, deny, rate-limit, or require approval. Point your MCP client at the PolicyLayer proxy URL and the rule is enforced on every call, before it reaches DataPilot MCP Server. Nothing to install.
natural_language_to_sql is a Execute tool with high risk. Execute tools should be rate-limited and have argument validation enabled.
Yes. Add a rate_limit block to the natural_language_to_sql rule in your PolicyLayer policy. For example, setting max: 10 and window: 60 limits the tool to 10 calls per minute. Rate limits are tracked per agent session and reset automatically.
Set action: deny in the PolicyLayer policy for natural_language_to_sql. The AI agent will receive a policy violation error and cannot call the tool. You can also include a reason field to explain why the tool is blocked.
natural_language_to_sql is provided by the DataPilot MCP Server MCP server (rickyb30/datapilot-mcp-server). PolicyLayer sits as a proxy in front of this server to enforce policies before tool calls reach the server.
natural_language_to_sql is one line of DataPilot MCP Server's registry record.
The record carries the whole server: verified identity, auth posture, risk grade, every tool classified, recommended policy — re-checked continuously.
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